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1906.07682
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Parameterized quantum circuits as machine learning models

v1v2 (latest)

Parameterized quantum circuits as machine learning models

Quantum Science and Technology (QST), 2019

18 June 2019

Marcello Benedetti

Mattia Fiorentini

ArXiv (abs)PDF HTML

Papers citing "Parameterized quantum circuits as machine learning models"

50 / 282 papers shown

Learning Reduced Representations for Quantum ClassifiersQuantum Machine Intelligence (QMI), 2025

Lennart Schulze

Panagiotis Kl Barkoutsos

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Adaptive Conformal Prediction for Quantum Machine Learning

Adaptive Conformal Prediction for Quantum Machine Learning

Douglas Spencer

Samual Nicholls

147

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23 Nov 2025

Critical Evaluation of Quantum Machine Learning for Adversarial Robustness

Critical Evaluation of Quantum Machine Learning for Adversarial Robustness

Saeefa Rubaiyet Nowmi

Md Mahmudul Alam Imon

Shahrooz Pouryouse

Mohammad Saidur Rahman

524

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19 Nov 2025

Hybrid Quantum-Classical Selective State Space Artificial Intelligence

Hybrid Quantum-Classical Selective State Space Artificial Intelligence

160

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11 Nov 2025

Superpositional Gradient Descent: Harnessing Quantum Principles for Model Training

Superpositional Gradient Descent: Harnessing Quantum Principles for Model Training

Ahmet Erdem Pamuk

Emir Kaan Özdemir

Şuayp Talha Kocabay

73

0

0

01 Nov 2025

Quantum Gated Recurrent GAN with Gaussian Uncertainty for Network Anomaly Detection

Quantum Gated Recurrent GAN with Gaussian Uncertainty for Network Anomaly Detection

Soumaya Cherkaoui

192

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30 Oct 2025

Hybrid Quantum-Classical Recurrent Neural Networks

Hybrid Quantum-Classical Recurrent Neural Networks

175

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29 Oct 2025

Quantum Phase Classification of Rydberg Atom Systems Using Resource-Efficient Variational Quantum Circuits and Classical Shadows

Quantum Phase Classification of Rydberg Atom Systems Using Resource-Efficient Variational Quantum Circuits and Classical Shadows

Samradh Bhardwaj

Roman Bagdasarian

79

0

0

27 Oct 2025

Fisher Information, Training and Bias in Fourier Regression Models

Fisher Information, Training and Bias in Fourier Regression Models

Lorenzo Pastori

Veronika Eyring

181

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0

08 Oct 2025

NurseLLM: The First Specialized Language Model for Nursing

NurseLLM: The First Specialized Language Model for Nursing

Md Tawkat Islam Khondaker

Julia Harrington

184

0

0

08 Oct 2025

Comprehensive Analysis of VQC for Financial Fraud Detection: A Comparative Study of Quantum Encoding Techniques and Architectural Optimizations

Comprehensive Analysis of VQC for Financial Fraud Detection: A Comparative Study of Quantum Encoding Techniques and Architectural Optimizations

Fouad Mohammed Abbou

Mohamed Bouhadda

Lamiae Bouanane

Abdelouahab Abid

68

0

0

26 Sep 2025

You Only Measure Once: On Designing Single-Shot Quantum Machine Learning Models

You Only Measure Once: On Designing Single-Shot Quantum Machine Learning Models

Leonardo Placidi

Kuan-Cheng Chen

Samuel Yen-Chi Chen

111

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24 Sep 2025

Re-uploading quantum data: A universal function approximator for quantum inputs

Re-uploading quantum data: A universal function approximator for quantum inputs

247

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23 Sep 2025

Q-SafeML: Safety Assessment of Quantum Machine Learning via Quantum Distance Metrics

Q-SafeML: Safety Assessment of Quantum Machine Learning via Quantum Distance MetricsModel-Based Safety and Assessment (MBSA), 2025

Mohammed Naveed Akram

Y. Papadopoulos

99

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04 Sep 2025

Quantum-based QoE Optimization in Advanced Cellular Networks: Integration and Cloud Gaming Use Case

Quantum-based QoE Optimization in Advanced Cellular Networks: Integration and Cloud Gaming Use Case

Javier Villegas

António Pereira

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Dominic Gribben

81

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31 Aug 2025

It's-A-Me, Quantum Mario: Scalable Quantum Reinforcement Learning with Multi-Chip Ensembles

It's-A-Me, Quantum Mario: Scalable Quantum Reinforcement Learning with Multi-Chip Ensembles

Junghoon Justin Park

Huan-Hsin Tseng

Samuel Yen-Chi Chen

105

1

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31 Aug 2025

Adversarial Robustness in Distributed Quantum Machine Learning

Adversarial Robustness in Distributed Quantum Machine Learning

Hans-Arno Jacobsen

139

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16 Aug 2025

Quantum Visual Fields with Neural Amplitude Encoding

Quantum Visual Fields with Neural Amplitude Encoding

Christian Theobalt

Vladislav Golyanik

95

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14 Aug 2025

Quantum Temporal Fusion Transformer

Quantum Temporal Fusion Transformer

Krishnakanta Barik

199

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06 Aug 2025

Quantum-Informed Machine Learning for Predicting Spatiotemporal Chaos

Quantum-Informed Machine Learning for Predicting Spatiotemporal Chaos

Peter V. Coveney

322

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26 Jul 2025

Quantum Reinforcement Learning by Adaptive Non-local Observables

Quantum Reinforcement Learning by Adaptive Non-local Observables

Samuel Yen-Chi Chen

Huan-Hsin Tseng

168

2

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25 Jul 2025

Do LLMs Overthink Basic Math Reasoning? Benchmarking the Accuracy-Efficiency Tradeoff in Language Models

Do LLMs Overthink Basic Math Reasoning? Benchmarking the Accuracy-Efficiency Tradeoff in Language Models

Gaurav Srivastava

Sriram Srinivasan

204

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05 Jul 2025

VQC-MLPNet: An Unconventional Hybrid Quantum-Classical Architecture for Scalable and Robust Quantum Machine Learning

VQC-MLPNet: An Unconventional Hybrid Quantum-Classical Architecture for Scalable and Robust Quantum Machine Learning

Chao-Han Huck Yang

436

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12 Jun 2025

HQFNN: A Compact Quantum-Fuzzy Neural Network for Accurate Image Classification

HQFNN: A Compact Quantum-Fuzzy Neural Network for Accurate Image Classification

139

1

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11 Jun 2025

Superposed Parameterised Quantum Circuits

Viktoria Patapovich

Mo Kordzanganeh

171

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0

10 Jun 2025

TQml Simulator: Optimized Simulation of Quantum Machine Learning

TQml Simulator: Optimized Simulation of Quantum Machine Learning

Viacheslav Kuzmin

Mateusz Papierz

Mo Kordzanganeh

352

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0

05 Jun 2025

Quantum Feature Optimization for Enhanced Clustering of Blockchain Transaction Data

Quantum Feature Optimization for Enhanced Clustering of Blockchain Transaction DataInternational Conference on Computer Communications and Networks (ICCCN), 2025

Samuel Yen-Chi Chen

231

1

0

22 May 2025

Distributed Quantum Neural Networks on Distributed Photonic Quantum Computing

Distributed Quantum Neural Networks on Distributed Photonic Quantum Computing

Kuan-Cheng Chen

273

3

0

13 May 2025

HMAE: Self-Supervised Few-Shot Learning for Quantum Spin Systems

HMAE: Self-Supervised Few-Shot Learning for Quantum Spin Systems

Ibne Farabi Shihab

287

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0

06 May 2025

Quantum-Enhanced Reinforcement Learning for Power Grid Security Assessment

Quantum-Enhanced Reinforcement Learning for Power Grid Security Assessment

Benjamin M. Peter

205

2

0

19 Apr 2025

Quantum Walks-Based Adaptive Distribution Generation with Efficient CUDA-Q Acceleration

Quantum Walks-Based Adaptive Distribution Generation with Efficient CUDA-Q Acceleration

Ching-Ray Chang

214

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18 Apr 2025

Predictive control of blast furnace temperature in steelmaking with hybrid depth-infused quantum neural networks

Predictive control of blast furnace temperature in steelmaking with hybrid depth-infused quantum neural networks

Asel Sagingalieva

Ayush Joshi Tripathi

Alexey A. Melnikov

270

2

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16 Apr 2025

Evaluating Mutation Techniques in Genetic Algorithm-Based Quantum Circuit Synthesis

Evaluating Mutation Techniques in Genetic Algorithm-Based Quantum Circuit SynthesisAnnual Conference on Genetic and Evolutionary Computation (GECCO), 2025

Maximilian Zorn

Gerhard Stenzel

Claudia Linnhoff-Popien

104

2

0

08 Apr 2025

HQViT: Hybrid Quantum Vision Transformer for Image Classification

HQViT: Hybrid Quantum Vision Transformer for Image Classification

210

7

0

03 Apr 2025

HQCC: A Hybrid Quantum-Classical Classifier with Adaptive Structure

HQCC: A Hybrid Quantum-Classical Classifier with Adaptive StructureIEEE Signal Processing Letters (IEEE SPL), 2025

183

1

0

02 Apr 2025

Quantum Complex-Valued Self-Attention Model

Quantum Complex-Valued Self-Attention Model

319

2

0

24 Mar 2025

Benign Overfitting with Quantum Kernels

Benign Overfitting with Quantum Kernels

290

2

0

21 Mar 2025

HQNN-FSP: A Hybrid Classical-Quantum Neural Network for Regression-Based Financial Stock Market Prediction

HQNN-FSP: A Hybrid Classical-Quantum Neural Network for Regression-Based Financial Stock Market Prediction

Prashant Kumar Choudhary

Muhammad Shafique

324

14

0

19 Mar 2025

Causal Discovery from Data Assisted by Large Language Models

Causal Discovery from Data Assisted by Large Language ModelsApplied Physics Letters (APL), 2025

Kamyar Barakati

Alexander Molak

Ichiro Takeuchi

Sergei V. Kalinin

212

1

0

18 Mar 2025

QUIET-SR: Quantum Image Enhancement Transformer for Single Image Super-Resolution

QUIET-SR: Quantum Image Enhancement Transformer for Single Image Super-Resolution

Khadijeh Najafi

Sadok Ben Yahia

Muhammad Shafique

245

4

0

11 Mar 2025

Escaping from the Barren Plateau via Gaussian Initializations in Deep Variational Quantum Circuits

Escaping from the Barren Plateau via Gaussian Initializations in Deep Variational Quantum CircuitsNeural Information Processing Systems (NeurIPS), 2022

394

93

0

20 Feb 2025

Evolving Hard Maximum Cut Instances for Quantum Approximate Optimization Algorithms

Evolving Hard Maximum Cut Instances for Quantum Approximate Optimization AlgorithmsAnnual Conference on Genetic and Evolutionary Computation (GECCO), 2025

444

0

0

30 Jan 2025

Manifold learning and optimization using tangent space proxies

Manifold learning and optimization using tangent space proxies

Ryan A. Robinett

Lorenzo Orecchia

Samantha J. Riesenfeld

258

1

0

22 Jan 2025

Data-Dependent Generalization Bounds for Parameterized Quantum Models Under Noise

Data-Dependent Generalization Bounds for Parameterized Quantum Models Under NoiseJournal of Supercomputing (J. Supercomput.), 2024

435

2

0

16 Dec 2024

Regression and Classification with Single-Qubit Quantum Neural Networks

Regression and Classification with Single-Qubit Quantum Neural Networks

Leandro C. Souza

Bruno C. Guingo

Renato Portugal

259

3

0

12 Dec 2024

Leveraging Pre-Trained Neural Networks to Enhance Machine Learning with
Variational Quantum Circuits

Leveraging Pre-Trained Neural Networks to Enhance Machine Learning with Variational Quantum Circuits

Chao-Han Huck Yang

Samuel Yen-Chi Chen

224

1

0

13 Nov 2024

Expressivity of deterministic quantum computation with one qubit

Expressivity of deterministic quantum computation with one qubit

183

4

0

05 Nov 2024

Assessing Superposition-Targeted Coverage Criteria for Quantum Neural Networks

Assessing Superposition-Targeted Coverage Criteria for Quantum Neural Networks

443

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03 Nov 2024

Quantum Convolutional Neural Network: A Hybrid Quantum-Classical
Approach for Iris Dataset Classification

Quantum Convolutional Neural Network: A Hybrid Quantum-Classical Approach for Iris Dataset Classification

S. M. Yousuf Iqbal Tomal

Abdullah Al Shafin

Debojit Bhattacharjee

105

11

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21 Oct 2024

Generalization Error Bound for Quantum Machine Learning in NISQ Era -- A Survey

Generalization Error Bound for Quantum Machine Learning in NISQ Era -- A SurveyQuantum Machine Intelligence (QMI), 2024

Pablo Rivas

Ernesto Quevedo

Alejandro Rodriguez

263

10

0

11 Sep 2024